{"id":"W4408256885","doi":"10.1007/174_2025_566","title":"Bone Trauma","year":2025,"lang":"en","type":"book-chapter","venue":"Medical radiology","topic":"Shoulder and Clavicle Injuries","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000250585,0.000289862,0.001035284,0.0001826694,0.00004342145,0.000003960668,0.0001708925,0.001518294,0.01701462],"category_scores_gemma":[0.0004572896,0.0002308648,0.0002732252,0.00002717745,0.000640013,0.00000974896,0.00007274369,0.001188305,0.0002918778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007764901,"about_ca_system_score_gemma":0.0005158706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008873832,"about_ca_topic_score_gemma":0.00001305687,"domain_scores_codex":[0.9982908,0.00002507089,0.0004733159,0.0004264797,0.0004668833,0.0003174481],"domain_scores_gemma":[0.9987878,0.000284528,0.00007248652,0.0004271978,0.00005151101,0.0003765135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002805987,0.00005343729,0.000168721,0.0002538428,0.0004247852,0.002523352,0.00007060237,2.230266e-8,0.00001400066,0.1915741,0.4734616,0.3311749],"study_design_scores_gemma":[0.001099597,0.0003729442,0.0002864178,0.0004253938,0.0003229915,0.001688192,0.000007736074,0.00001168958,0.00003707843,0.01252152,0.9830363,0.0001901027],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003134522,0.00705798,0.0001606125,0.01249809,0.0009387343,0.0002437474,0.00001768569,0.0001454094,0.9786243],"genre_scores_gemma":[0.005674317,0.001264128,0.000127316,0.01217281,0.00153499,0.00001892082,0.0001767282,0.00004414803,0.9789866],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5095748,"threshold_uncertainty_score":0.999778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01698859887539764,"score_gpt":0.351114409265912,"score_spread":0.3341258103905144,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}